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> 2024-01-18

[Bruch2024] looks to be a nice detailed overview of vector retrieval, which is important for embeddings-based searches.

[Bruch2024] Foundations of vector retrieval

Several papers about DiskANN, from the corresponding GitHub repo.

DiskANN project [GitHub]

[JayaramSubramanya2019] DiskANN: Fast accurate billion-point nearest neighbor search on a single node

[Singh2021] FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity Search

[Gollapudi2023] Filtered-DiskANN: Graph Algorithms for Approximate Nearest Neighbor Search with Filters